Spaces:
Running
Running
Add web interface for face generation
Browse files- README.md +7 -3
- app.py +6 -1
- templates/index.html +405 -0
README.md
CHANGED
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@@ -26,8 +26,9 @@ pip install -r requirements.txt
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python app.py
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```
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-
3. Access the
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-
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- Health check: http://localhost:8002/health
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### Docker
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@@ -44,7 +45,10 @@ docker run -p 8002:8002 facegen-api
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## API Endpoints
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-
###
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Health check and info
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```bash
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curl http://localhost:8002/
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python app.py
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```
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+
3. Access the application:
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- **Web Interface**: http://localhost:8002 (Try it directly in your browser!)
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- API Info: http://localhost:8002/api
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- Health check: http://localhost:8002/health
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### Docker
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## API Endpoints
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### Web Interface
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Visit the root URL to access the interactive web interface where you can generate faces with a user-friendly UI.
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### GET `/api`
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Health check and info
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```bash
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curl http://localhost:8002/
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app.py
CHANGED
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@@ -1,4 +1,4 @@
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-
from flask import Flask, jsonify, request, send_file
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from flask_cors import CORS
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import numpy as np
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from keras.models import load_model
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@@ -28,6 +28,11 @@ def load_gan_model():
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load_gan_model()
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@app.route("/")
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def root():
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return jsonify({
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"message": "Face Generator API",
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+
from flask import Flask, jsonify, request, send_file, render_template
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from flask_cors import CORS
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import numpy as np
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from keras.models import load_model
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load_gan_model()
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@app.route("/")
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def index():
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"""Serve the web interface"""
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return render_template('index.html')
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+
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@app.route("/api")
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def root():
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return jsonify({
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"message": "Face Generator API",
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templates/index.html
ADDED
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@@ -0,0 +1,405 @@
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| 1 |
+
<!DOCTYPE html>
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| 2 |
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<html lang="en">
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| 3 |
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<head>
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| 4 |
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<meta charset="UTF-8">
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| 5 |
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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| 6 |
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<title>Face Generator - Create AI Faces</title>
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| 7 |
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<style>
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| 8 |
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* {
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margin: 0;
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| 10 |
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padding: 0;
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| 11 |
+
box-sizing: border-box;
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| 12 |
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}
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| 13 |
+
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| 14 |
+
body {
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| 15 |
+
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, sans-serif;
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| 16 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
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| 17 |
+
min-height: 100vh;
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| 18 |
+
padding: 20px;
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| 19 |
+
}
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| 20 |
+
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| 21 |
+
.container {
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| 22 |
+
max-width: 900px;
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| 23 |
+
margin: 0 auto;
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| 24 |
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}
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| 25 |
+
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| 26 |
+
header {
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| 27 |
+
text-align: center;
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| 28 |
+
color: white;
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| 29 |
+
margin-bottom: 40px;
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| 30 |
+
}
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| 31 |
+
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| 32 |
+
h1 {
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| 33 |
+
font-size: 2.5rem;
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| 34 |
+
font-weight: 700;
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+
margin-bottom: 10px;
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| 36 |
+
text-shadow: 2px 2px 4px rgba(0,0,0,0.2);
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+
}
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| 38 |
+
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| 39 |
+
.subtitle {
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| 40 |
+
font-size: 1.1rem;
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| 41 |
+
opacity: 0.9;
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| 42 |
+
}
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| 43 |
+
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| 44 |
+
.main-card {
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| 45 |
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background: white;
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+
border-radius: 16px;
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| 47 |
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box-shadow: 0 20px 60px rgba(0,0,0,0.3);
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+
padding: 40px;
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+
}
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| 50 |
+
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| 51 |
+
.controls {
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| 52 |
+
margin-bottom: 30px;
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| 53 |
+
}
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| 54 |
+
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| 55 |
+
.control-group {
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| 56 |
+
margin-bottom: 25px;
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| 57 |
+
}
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| 58 |
+
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| 59 |
+
label {
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| 60 |
+
display: block;
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| 61 |
+
font-weight: 600;
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| 62 |
+
color: #2d3748;
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| 63 |
+
margin-bottom: 8px;
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| 64 |
+
font-size: 0.95rem;
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| 65 |
+
}
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| 66 |
+
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| 67 |
+
.slider-container {
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| 68 |
+
display: flex;
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| 69 |
+
align-items: center;
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| 70 |
+
gap: 15px;
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| 71 |
+
}
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| 72 |
+
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| 73 |
+
input[type="range"] {
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| 74 |
+
flex: 1;
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| 75 |
+
height: 6px;
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| 76 |
+
border-radius: 3px;
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| 77 |
+
background: #e2e8f0;
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| 78 |
+
outline: none;
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| 79 |
+
-webkit-appearance: none;
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| 80 |
+
}
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| 81 |
+
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| 82 |
+
input[type="range"]::-webkit-slider-thumb {
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| 83 |
+
-webkit-appearance: none;
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| 84 |
+
appearance: none;
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| 85 |
+
width: 20px;
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| 86 |
+
height: 20px;
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| 87 |
+
border-radius: 50%;
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| 88 |
+
background: #667eea;
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| 89 |
+
cursor: pointer;
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| 90 |
+
transition: all 0.2s;
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| 91 |
+
}
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| 92 |
+
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| 93 |
+
input[type="range"]::-webkit-slider-thumb:hover {
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| 94 |
+
transform: scale(1.2);
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| 95 |
+
background: #5a67d8;
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| 96 |
+
}
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| 97 |
+
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| 98 |
+
input[type="range"]::-moz-range-thumb {
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| 99 |
+
width: 20px;
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| 100 |
+
height: 20px;
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| 101 |
+
border-radius: 50%;
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| 102 |
+
background: #667eea;
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| 103 |
+
cursor: pointer;
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| 104 |
+
border: none;
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| 105 |
+
}
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| 106 |
+
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| 107 |
+
.value-display {
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| 108 |
+
min-width: 40px;
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| 109 |
+
text-align: center;
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| 110 |
+
font-weight: 600;
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| 111 |
+
color: #667eea;
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| 112 |
+
font-size: 1.1rem;
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| 113 |
+
}
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| 114 |
+
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| 115 |
+
input[type="number"] {
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| 116 |
+
width: 100%;
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| 117 |
+
padding: 12px;
|
| 118 |
+
border: 2px solid #e2e8f0;
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| 119 |
+
border-radius: 8px;
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| 120 |
+
font-size: 1rem;
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| 121 |
+
transition: border-color 0.2s;
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| 122 |
+
}
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| 123 |
+
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| 124 |
+
input[type="number"]:focus {
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| 125 |
+
outline: none;
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| 126 |
+
border-color: #667eea;
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| 127 |
+
}
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| 128 |
+
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| 129 |
+
.button-group {
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| 130 |
+
display: flex;
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| 131 |
+
gap: 12px;
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| 132 |
+
margin-top: 25px;
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| 133 |
+
}
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| 134 |
+
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| 135 |
+
button {
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| 136 |
+
flex: 1;
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| 137 |
+
padding: 14px 28px;
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| 138 |
+
font-size: 1rem;
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| 139 |
+
font-weight: 600;
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| 140 |
+
border: none;
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| 141 |
+
border-radius: 8px;
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| 142 |
+
cursor: pointer;
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| 143 |
+
transition: all 0.2s;
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| 144 |
+
}
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| 145 |
+
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| 146 |
+
.btn-primary {
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| 147 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
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| 148 |
+
color: white;
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| 149 |
+
}
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| 150 |
+
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| 151 |
+
.btn-primary:hover {
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| 152 |
+
transform: translateY(-2px);
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| 153 |
+
box-shadow: 0 10px 20px rgba(102, 126, 234, 0.3);
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| 154 |
+
}
|
| 155 |
+
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| 156 |
+
.btn-primary:active {
|
| 157 |
+
transform: translateY(0);
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| 158 |
+
}
|
| 159 |
+
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| 160 |
+
.btn-primary:disabled {
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| 161 |
+
opacity: 0.6;
|
| 162 |
+
cursor: not-allowed;
|
| 163 |
+
transform: none;
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| 164 |
+
}
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| 165 |
+
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| 166 |
+
.btn-secondary {
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| 167 |
+
background: white;
|
| 168 |
+
color: #667eea;
|
| 169 |
+
border: 2px solid #667eea;
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| 170 |
+
}
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| 171 |
+
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| 172 |
+
.btn-secondary:hover {
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| 173 |
+
background: #f7fafc;
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| 174 |
+
}
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| 175 |
+
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| 176 |
+
.result-area {
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| 177 |
+
margin-top: 35px;
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| 178 |
+
text-align: center;
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| 179 |
+
}
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| 180 |
+
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| 181 |
+
.result-area h3 {
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| 182 |
+
color: #2d3748;
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| 183 |
+
margin-bottom: 20px;
|
| 184 |
+
font-size: 1.3rem;
|
| 185 |
+
}
|
| 186 |
+
|
| 187 |
+
#resultImage {
|
| 188 |
+
max-width: 100%;
|
| 189 |
+
border-radius: 12px;
|
| 190 |
+
box-shadow: 0 10px 30px rgba(0,0,0,0.1);
|
| 191 |
+
display: none;
|
| 192 |
+
}
|
| 193 |
+
|
| 194 |
+
#resultImage.show {
|
| 195 |
+
display: block;
|
| 196 |
+
animation: fadeIn 0.5s;
|
| 197 |
+
}
|
| 198 |
+
|
| 199 |
+
@keyframes fadeIn {
|
| 200 |
+
from { opacity: 0; transform: translateY(20px); }
|
| 201 |
+
to { opacity: 1; transform: translateY(0); }
|
| 202 |
+
}
|
| 203 |
+
|
| 204 |
+
.loading {
|
| 205 |
+
display: none;
|
| 206 |
+
color: #667eea;
|
| 207 |
+
font-weight: 600;
|
| 208 |
+
margin-top: 20px;
|
| 209 |
+
}
|
| 210 |
+
|
| 211 |
+
.loading.show {
|
| 212 |
+
display: block;
|
| 213 |
+
}
|
| 214 |
+
|
| 215 |
+
.spinner {
|
| 216 |
+
border: 3px solid #f3f4f6;
|
| 217 |
+
border-top: 3px solid #667eea;
|
| 218 |
+
border-radius: 50%;
|
| 219 |
+
width: 40px;
|
| 220 |
+
height: 40px;
|
| 221 |
+
animation: spin 1s linear infinite;
|
| 222 |
+
margin: 20px auto;
|
| 223 |
+
}
|
| 224 |
+
|
| 225 |
+
@keyframes spin {
|
| 226 |
+
0% { transform: rotate(0deg); }
|
| 227 |
+
100% { transform: rotate(360deg); }
|
| 228 |
+
}
|
| 229 |
+
|
| 230 |
+
.error {
|
| 231 |
+
background: #fee;
|
| 232 |
+
color: #c53030;
|
| 233 |
+
padding: 12px;
|
| 234 |
+
border-radius: 8px;
|
| 235 |
+
margin-top: 15px;
|
| 236 |
+
display: none;
|
| 237 |
+
}
|
| 238 |
+
|
| 239 |
+
.error.show {
|
| 240 |
+
display: block;
|
| 241 |
+
}
|
| 242 |
+
|
| 243 |
+
footer {
|
| 244 |
+
text-align: center;
|
| 245 |
+
color: white;
|
| 246 |
+
margin-top: 40px;
|
| 247 |
+
opacity: 0.8;
|
| 248 |
+
}
|
| 249 |
+
|
| 250 |
+
.info-box {
|
| 251 |
+
background: #f7fafc;
|
| 252 |
+
padding: 15px;
|
| 253 |
+
border-radius: 8px;
|
| 254 |
+
margin-bottom: 25px;
|
| 255 |
+
border-left: 4px solid #667eea;
|
| 256 |
+
}
|
| 257 |
+
|
| 258 |
+
.info-box p {
|
| 259 |
+
color: #4a5568;
|
| 260 |
+
line-height: 1.6;
|
| 261 |
+
margin: 0;
|
| 262 |
+
}
|
| 263 |
+
|
| 264 |
+
@media (max-width: 640px) {
|
| 265 |
+
h1 {
|
| 266 |
+
font-size: 2rem;
|
| 267 |
+
}
|
| 268 |
+
|
| 269 |
+
.main-card {
|
| 270 |
+
padding: 25px;
|
| 271 |
+
}
|
| 272 |
+
|
| 273 |
+
.button-group {
|
| 274 |
+
flex-direction: column;
|
| 275 |
+
}
|
| 276 |
+
}
|
| 277 |
+
</style>
|
| 278 |
+
</head>
|
| 279 |
+
<body>
|
| 280 |
+
<div class="container">
|
| 281 |
+
<header>
|
| 282 |
+
<h1>🎨 Face Generator</h1>
|
| 283 |
+
<p class="subtitle">Generate realistic faces using AI</p>
|
| 284 |
+
</header>
|
| 285 |
+
|
| 286 |
+
<div class="main-card">
|
| 287 |
+
<div class="info-box">
|
| 288 |
+
<p>Create synthetic face images using a trained GAN model. Adjust the number of faces and seed for different results.</p>
|
| 289 |
+
</div>
|
| 290 |
+
|
| 291 |
+
<div class="controls">
|
| 292 |
+
<div class="control-group">
|
| 293 |
+
<label for="numFaces">Number of Faces (1-16)</label>
|
| 294 |
+
<div class="slider-container">
|
| 295 |
+
<input type="range" id="numFaces" min="1" max="16" value="1">
|
| 296 |
+
<span class="value-display" id="numFacesValue">1</span>
|
| 297 |
+
</div>
|
| 298 |
+
</div>
|
| 299 |
+
|
| 300 |
+
<div class="control-group">
|
| 301 |
+
<label for="seed">Random Seed (optional)</label>
|
| 302 |
+
<input type="number" id="seed" placeholder="Leave empty for random generation">
|
| 303 |
+
</div>
|
| 304 |
+
|
| 305 |
+
<div class="button-group">
|
| 306 |
+
<button class="btn-primary" id="generateBtn">Generate Faces</button>
|
| 307 |
+
<button class="btn-secondary" id="randomBtn">Surprise Me!</button>
|
| 308 |
+
</div>
|
| 309 |
+
</div>
|
| 310 |
+
|
| 311 |
+
<div class="result-area">
|
| 312 |
+
<div class="loading" id="loading">
|
| 313 |
+
<div class="spinner"></div>
|
| 314 |
+
<p>Generating faces...</p>
|
| 315 |
+
</div>
|
| 316 |
+
|
| 317 |
+
<div class="error" id="error"></div>
|
| 318 |
+
|
| 319 |
+
<div id="resultContainer">
|
| 320 |
+
<h3 id="resultTitle" style="display: none;">Generated Result</h3>
|
| 321 |
+
<img id="resultImage" alt="Generated faces">
|
| 322 |
+
</div>
|
| 323 |
+
</div>
|
| 324 |
+
</div>
|
| 325 |
+
|
| 326 |
+
<footer>
|
| 327 |
+
<p>Powered by GAN Technology</p>
|
| 328 |
+
</footer>
|
| 329 |
+
</div>
|
| 330 |
+
|
| 331 |
+
<script>
|
| 332 |
+
const numFacesInput = document.getElementById('numFaces');
|
| 333 |
+
const numFacesValue = document.getElementById('numFacesValue');
|
| 334 |
+
const seedInput = document.getElementById('seed');
|
| 335 |
+
const generateBtn = document.getElementById('generateBtn');
|
| 336 |
+
const randomBtn = document.getElementById('randomBtn');
|
| 337 |
+
const resultImage = document.getElementById('resultImage');
|
| 338 |
+
const resultTitle = document.getElementById('resultTitle');
|
| 339 |
+
const loading = document.getElementById('loading');
|
| 340 |
+
const errorDiv = document.getElementById('error');
|
| 341 |
+
|
| 342 |
+
numFacesInput.addEventListener('input', (e) => {
|
| 343 |
+
numFacesValue.textContent = e.target.value;
|
| 344 |
+
});
|
| 345 |
+
|
| 346 |
+
randomBtn.addEventListener('click', () => {
|
| 347 |
+
numFacesInput.value = Math.floor(Math.random() * 9) + 1;
|
| 348 |
+
numFacesValue.textContent = numFacesInput.value;
|
| 349 |
+
seedInput.value = '';
|
| 350 |
+
generateFaces();
|
| 351 |
+
});
|
| 352 |
+
|
| 353 |
+
generateBtn.addEventListener('click', generateFaces);
|
| 354 |
+
|
| 355 |
+
async function generateFaces() {
|
| 356 |
+
const numFaces = parseInt(numFacesInput.value);
|
| 357 |
+
const seed = seedInput.value ? parseInt(seedInput.value) : null;
|
| 358 |
+
|
| 359 |
+
loading.classList.add('show');
|
| 360 |
+
errorDiv.classList.remove('show');
|
| 361 |
+
resultImage.classList.remove('show');
|
| 362 |
+
resultTitle.style.display = 'none';
|
| 363 |
+
generateBtn.disabled = true;
|
| 364 |
+
randomBtn.disabled = true;
|
| 365 |
+
|
| 366 |
+
try {
|
| 367 |
+
const payload = {
|
| 368 |
+
n_samples: numFaces
|
| 369 |
+
};
|
| 370 |
+
|
| 371 |
+
if (seed !== null) {
|
| 372 |
+
payload.seed = seed;
|
| 373 |
+
}
|
| 374 |
+
|
| 375 |
+
const response = await fetch('/generate', {
|
| 376 |
+
method: 'POST',
|
| 377 |
+
headers: {
|
| 378 |
+
'Content-Type': 'application/json'
|
| 379 |
+
},
|
| 380 |
+
body: JSON.stringify(payload)
|
| 381 |
+
});
|
| 382 |
+
|
| 383 |
+
if (!response.ok) {
|
| 384 |
+
throw new Error('Failed to generate faces');
|
| 385 |
+
}
|
| 386 |
+
|
| 387 |
+
const blob = await response.blob();
|
| 388 |
+
const imageUrl = URL.createObjectURL(blob);
|
| 389 |
+
|
| 390 |
+
resultImage.src = imageUrl;
|
| 391 |
+
resultImage.classList.add('show');
|
| 392 |
+
resultTitle.style.display = 'block';
|
| 393 |
+
|
| 394 |
+
} catch (error) {
|
| 395 |
+
errorDiv.textContent = 'Failed to generate faces. Please try again.';
|
| 396 |
+
errorDiv.classList.add('show');
|
| 397 |
+
} finally {
|
| 398 |
+
loading.classList.remove('show');
|
| 399 |
+
generateBtn.disabled = false;
|
| 400 |
+
randomBtn.disabled = false;
|
| 401 |
+
}
|
| 402 |
+
}
|
| 403 |
+
</script>
|
| 404 |
+
</body>
|
| 405 |
+
</html>
|